拉皮格:语言导向投影仪图像生成与表面适应和造型
IEEE transactions on visualization and computer graphics
|March 17, 2025
概括
我们介绍LAPIG,这是一个创新的方法,用于通过文本提示引导生成投影仪图像. 这种技术适应有纹理的表面,尽量减少视觉工件,以增强风格转移和视觉愉快的效果.
科学领域:
- 计算机视觉 计算机视觉
- 计算机图形 计算机图形
- 图像处理 图像处理
背景情况:
- 基于投影机的风格传输面临着表面纹理和投影机限制的挑战,导致文物.
- 现有的补偿技术很难消除这些视觉分心的工件.
研究的目的:
- 开发一种语言引导的投影仪图像生成方法,尽量减少表面工件.
- 通过文本提示来实现视觉上令人愉快的表面风格变形效果.
主要方法:
- 拟议的投射表面适应 (PSA) 进行可补偿的表面造型.
- 训练有素的网络模拟投影机补偿和捕获过程,以实现高效的图像生成.
- 利用梯度下降以实现快速收,并设计内容/和损失以防止工件.
主要成果:
- 生成的投影机图像将纹理表面上可感知的工件最小化.
- 基于文本提示,实现了视觉上令人愉快的表面风格变形效果.
- 演示了一种在没有实时捕获的情况下,用于无文物投影机图像生成的方法.
结论:
- 拉皮格有效地应对了以文字为指导的无文物投影机图像的挑战.
- 拟议的投影表面适应 (PSA) 允许强大的风格转移到有纹理的表面.
- 这种方法为动态和交互式表面造型打开了新的可能性.
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